{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import joblib \n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from itertools import zip_longest\n",
    "import os\n",
    "from joblib import Parallel, delayed\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_sensor_byid(df, start, end):\n",
    "    '''\n",
    "    描述：\n",
    "        绘制Sensor的Current_1，Vibration_1的图像\n",
    "    '''\n",
    "    plt.figure(figsize=(16,6))\n",
    "    f = (df['id']>=start)&(df['id']<end)\n",
    "\n",
    "    plt.subplot(1,2,1)\n",
    "    df.loc[f,'Current_1'].plot()\n",
    "    plt.title('Current_1')\n",
    "\n",
    "    plt.subplot(1,2,2)\n",
    "    df.loc[f,'Vibration_1'].plot()\n",
    "    plt.title('Vibration_1')\n",
    "\n",
    "def plot_sensor(test_no):\n",
    "    df = joblib.load('../2.2preprocess_test_data/concats_more/concat_0%d.lz4'%test_no)\n",
    "    plt.figure(figsize=(16,6))\n",
    "\n",
    "    plt.subplot(1,2,1)\n",
    "    df.loc[:,'Current_1__mean'].plot()\n",
    "    plt.title('Current_1__mean')\n",
    "\n",
    "    plt.subplot(1,2,2)\n",
    "    df.loc[:,'Vibration_1__mean'].plot()\n",
    "    plt.title('Vibration_1__mean')\n",
    "    \n",
    "def plot_plc_bycsv_no(plc, start, end):\n",
    "    '''\n",
    "    描述：\n",
    "        绘制plc的图像\n",
    "    '''\n",
    "    cond = (plc['csv_no']>=start)&(plc['csv_no']<end)\n",
    "    plc.loc[cond, ['spindle_load','x','y','z']].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.sensor_01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_01 = joblib.load('../../刀具剩余寿命预测_新数据/2.2preprocess_test_data/test_plc/test_01_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_01, 1, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 压缩后的sensor数据\n",
    "plot_sensor(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_01_1 = joblib.load('../2.2preprocess_test_data/sensors/01/1.lz4')\n",
    "plot_sensor_byid(sensor_01_1, 1,2500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sensor_01_9 = joblib.load('../2.2preprocess_test_data/sensors/01/9.lz4')\n",
    "plot_sensor_byid(sensor_01_9, 1,2500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.sensor_02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_02 = joblib.load('../../刀具剩余寿命预测_新数据/2.2preprocess_test_data/test_plc/test_02_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_02, 1, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sensor(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.sensor_03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_03 = joblib.load('../../刀具剩余寿命预测_新数据/2.2preprocess_test_data/test_plc/test_03_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_03, 1, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sensor(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4.sensor_04"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_04 = joblib.load('../../刀具剩余寿命预测_新数据/2.2preprocess_test_data/test_plc/test_04_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_04, 1, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sensor(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.sensor_05"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "plc_05 = joblib.load('../../刀具剩余寿命预测_新数据/2.2preprocess_test_data/test_plc/test_05_plc.lz4')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_plc_bycsv_no(plc_05, 1, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3Jy7Tvf3n6NOA5ssFYeyCdVq2Pv6csLbk2c8XNi0XEp35Wre1RoNmrdFNr01q8ZyGRqfGONmghkbXVNpZSJZv2K4l67bpsyzKR5P5XdR8zJkrWy69si5cjjtjxeaE+6is9pY1XLulWiW9+qukV/+mDOCsDJZ7iTVv7VaVLt2oO/vN1IQsTgzmrN4xluj30weTV2rC4g1Ncze3Jvl+T7priE66a0izZkvRzZq+dv+wpq+fHDZfJb36t9jH2i2h1zzyui4o3xo30FyzuarpgsLNb0/VD54Z16zEOZF/DSprcdya8Bh/mkW2Gyg0ZkGPAMmc+/Bn+uGz41JvWMBu7TtDVzw7TssTzNMHil2bCEj7jFms+wfM0fWvlOqfCU6kKqvrtG5rjYbOWavrXprQ7LF5ayubFqFOpqKyplX9sfjx81/onIe9d82MVl3XoN4jFzZ1HI2dU1bIausbm11NfXBgWdrLjBxx6wBdGeeixxG3DtBNr01uut3Q6PTU8PmeSzT98OGUlZq+YlPT7UEz1+jsh0bo3Ec+S9qQ5z9DvWdFU3l74rKm0tLR89dp0bptkqT7BszJeJ9/fHuqjr9zkB4fuiMj9+W7hyRcjuaS/6S/dIwkfTTVW8fdOz5Mf6mYhwaVNQWKno7xUeqmTpEMZXRw2Bh1UeSd0uWSpKnLN8UNNFNV2VZU1mhx+OcX7ZnPWq4/+9HUlXp0yFzNW7u1xWMAkAs1cTqrF5vIRXGvF2aBYlPUAenGbbX61qOfa1FF8pObuz6erd4jEzf9GDZnrU68a4hOC2cVYueL1dR5+2N26n1DdXYayx7kinPpZ+HWba1p+oMXK5N5X89+vlD3DyjTWxOX653S5ep+52AtTPFzSmT5hu16Ytj8pu+pvqFRL4xerJp6/5vrSKHMzg+fHadZqxJn62J9sWi9znpwuEqXbNARt4bmEsbLtEtqVi76yfRVemTIPP1rUJmOu2OQHhpUJilUnnrmA8NycoHj5ren6rtPjWm6PWPlpiRb7/DY0Mznjcb6+/szdPLdQ/SXd6dlnS3bXBUKbPtOWalttQ16c8Lypseq6xqbZWejzV6dfdY0mVfHL40bqCVTGlX+Xbam+fhq6xu1taZevUe2DPTiubXvjLhL3EjSE1El1x9MXpl0Pxc+NjLhY9tq6nXqfUN13iOfeRpTY6PTE8MXeNoWKFbPfLZQJb36Bzpnuqa+Qde+NKFZRQYAFKqiDkg/nb1W88u3Nl2Jb4wqh3TOadDM1Tr6toEp95NoPun6rTUq6dVfXyxu+fiSddv0m9cn5ywoylRFZY0Ou2WAXv9iWcpta+obmhqZfPuxkbrkiVFxS/siJ/yRr+/+eLZq6hv0yfRVTd09y7dUN5u3Fik3rKpt0NBwmfP8qKxISa/+zTJZyfy8z0Q9+um8pnmF75Su0D2fzI6bgfFDpGmR1w6jNfWNenBQmVZuqtIVz47zfBLy6ey1mrIsFAxuq2lQVV2D/hv+nj6YtEKrNlfr7YnLk+0ipXlrK1VeWbjz9d6blN7SIvGMW7gu4+fe1z+3DRQ2bq/V5GUbVdKrf9pzmOasbt4866r/jdcJ/xis+weUeXr+G18sS5ilnbgk+3nPh93SX8f/Y3DW+wFam0ijtPrG4DJzM1du0WdzK3Rr39TVXQD8MWTWGpX06q8F5W23+WWmijogjXX4rQP0nadCDVM+nr5aN742OenSDbX1jeo/fXWzjFXEmAXr9Jdw45F4bajv+Gim+s9YrS8WbVBjo9PkZfFP8CYs3qBbPpiet3mDkXUA35+c+kT/kv+M0nHh5SnWxwRfiZqi/HvIXL04ZrH6Tl6p374xRff2D5VYnnb/MH3t/mFJJ91vqa7TvwaVNZXxPh6nBLSx0enRIXObBYOxHUsj5b/ZlK7MWLFZM1fGz4Cmu7zI5qq6psAyViTgcc41lUZKoWD3l6+Uqs/YJS2ec1vfGU1llsm6tXpx4WMjdfa/kmftkx1jQXll2lm+fBuzYH3GDY/+Nyr3LeZHzw8FzCPnVWS1n1TNs+L9hXm7NLsLGkmPl+RPWqK/u32nJM/GAsWoANsCoA0r6dU/q670yNzAmaF4YnqSfhi50BjuULxiY/FOG2wVAemidduaShsjDVPWbE59gvrj/43Xb96YHLej50+e/0Ij5sY/gXw35iTvmc8X6vv/HRt32x89N66phHDkvAqV9Oqv9Vtzs55iIo2NTh9PW9WiIdPCisSBRnRTlGh1DeGy2ags4FPDdwSWV8RpHLAgXKr7wIA5euazhc06tMZmIUfOr9ATwxdkNP8uHd95arQufXK0xi9ar8+jAoVpyzdp7trQla0bXpmkY25PnWFPJhLwDJixRn97b3rT/YlKKSU1y26/mKCb6fCytfrKPZ9qcJyLKbFqwmtV3pugnfpLY5YkfO4Fj470XI4ZlFfHL9VZDw4Pehhx9Yl6bVdvrm5WKpvK4nU7KgqSvV8ion8Pg5boAs20PH9IA3lVIM2NLnt6jG6M02wvl6rrGlp0/m5L6hsaC6ph4aj5mVcOofhMXbFJL4xerJvfmhr0UDLWKgLSSUs3Npu7+eDAMk9lbaUel+uIXcz9r+9Nb3bCNW9t/NR8VUzm6X/h8taZPnT8TMdDg+fqd29O0S9fKY27ML2Xk92IeN0EHxnSsvQ2OuO6KBz4bgw3sXkyag5Z7LHrwwFvpDuqtGO5j/nllc26/vqxgPKVvcfrZy9OUGOj05zVW3TZ0zvmVlbVNTRrhhDbeCidtThjP6hPf6B5wF+R4iJFVW2DSnr11zUvTtA5D43Qz/uUasO2Wt3XP34ToMXrtumq3s2bKj3v8fVatalKzrm0gifE12/aqqaS9/cmrdCjabxnIuXMc1Zv0dEpLoxs2l5HsAdAUujCarqVPtn6/n/H6qS7huT1mIVi1aYqHXnbQL2V5RSbtqyQgvliFHn5Gor4dWwVAWmsZz/3d25hvIAtskZgsmAu+o1R3+jSvmJVW9+oacs3NVuPsGzNFq3cVKWxC9YlLeGLDpg/mrqjTO6o2wa26Doae7Ib+4dh2vLQvpas26Y3wtm7VG/5SGnejARlsfE0NjpdH7POa/T81Z/3KW3R9TeytEe2y6kcfusAXZyi62r0fLlb+87w/OHz0+e/0C0fJJ/Hk6qcc0R4OZaR8yqayrLjiVQK/GtgWcr1NZ2Lvwj1mQ8OV9maymbBU2SuMNKX6YWTSBFCqvcOAAQt103i/PT5vAodc/tAVfqU0Y1Ma0nU0R1Aau2DHkA2Vm/OT7OWLUnmKsYGUIlEl2ve8Eqp5t57sVZs3K4ZKzbr4hMPaHrMOacJizfotMP21p/emapPpq9Wty67aEyvb6p8S7Uuerx50FR2z0Xq1KGd/vnxrISll7FNdn735pRmyz7Eiu5SKknX9Zmow7vu1pTplLwvAdIvjT/QdVENIJxC407U+TdaZXWo0+f5x+6nF649ten+qtoGfTxtlX7Y4yCZzwvFveGhaVTE6AXZl878+vXJce9ftmG7Ji/bqA477aTyymr94uVS/efKL3va5wujFycMlmLn596bIBOL3AuyMQqA1m/+2kodvPeu6tShXdBDyYvHh85TTX2j5q3dqq8eulfQwwGgIg9I/VyGwk/LN2zXHrt00Jao7F50M49IGeilT47WpnAZ61M/PkWXnnSg3piwTLf1nal7vneCBsxYLSlUsjpl2UZdHmee6rF3DNLtPY+LG4z++Z1pGjpnbbMsY8QfktSZx+vKtyhmvum6JCWm6XQTnb5ik7p23l9rtlSryy4dmu4fXlau/wybH7dsNDY4imRGh5WVx2w3W69/sUwHdOmks4/q6nlMhSbVVdfY+cvTlm9O2CH4+pd3rDOaLMj80XPFvYh4axIpYwdQ4IrwV3VzVZ2+9dhIfefkA/XkVacEPRwAbZRvJbtm1s7MppjZJ37ts1iNX7ReJ/9zSMo1SSPBqCT99o0pWrWpqimwvOPDmc0WpI8XjEYkCizen7wibjCaaz+M09gokRtenaQHBszRWQ8O1+0xjYymJOhcHOu0BA2YInNoKqvr9b+Ri1TSq7+219annI9XaBKto5nIluo6TUhwUWDonPK496Mw3fTaJJWtoX084CfnnOd1ppeu39Zs2ks8Phfg5FWk18WEOMvb+WnZ+u0tGkIC6WpodM16jOSCc069Ry70raQ7n6Ys25ST9evzwc85pH+QlLe6vmyXUAhavCVHzn5ohBaUb42zdesWyaj6sSREZXWd+k9f3ewP1q9fn9y05umDA8vSauJUjPxY2xOFIdJCHoB/XhyzRD2fGK0vUsyzl0LLo0VXFL1Tulwjyriwl0iitdkv/+8Y/TVq6lIx2by9Tuc8NMLzRQw/rcnT1LRi8ds3JuvYOwbl9BifzavQ/QPKdFe/3K5T7q8dGawrYxpaFgtfAlIzO0hST0nP+7E/LxZWFG7g5uWP7otx5u7FzvVsK/zsDnriXUP0m/AfrCFRy9xsC18FHuPDfE4AQPGKBBbL4yz5FmtbTLf8v703Xdf1mZhg69zJdVbIL/GW0ZNarnVeSKrrGpK+vmMXrtOyDdv15LAFCbfJhS8WrdfpDwxLmaFPpqHRaWMBv/bpysdF2pq6UNKiGDOkUmiaX32CtcAlZd0ENFf8ypA+LulvkvKWeir24O0DFohPKbaxjh+Srb0KAEChGbNgnY69Y1DCjO6c1Vs0J0GX20KoJh5b4BeCj71jkHrcOzToYbQQ+ZlO9rhEYTwPDS7TKfd82qqC0nyJRBnVdQ266PGRmrTUe3+UoL2epPHmEbcO0J0fzcrjaLzJOiA1s0sllTvnkq7CbGY3mFmpmZVWVGRfbpvoKhxaj6nLN6XeCACAPItdWzqXxi4MBXSJGgZe/J9RKZctC9KPn/8i6CGktLXG/wvgueDS7Jw1OJxR3BRAP5FiFcmWfxquspuzeovK1lTq7k+KZ7WBVO/nV8cvzdNIvPMjQ3qWpO+a2RJJb0n6ppm9FruRc663c66Hc65H167F2/EUAAAUhjWbq1XSq39a3d3j+fM70/T7NBrI/TFJp/pUVm+uauqin2vFXUuGtiLoCtKb35qiR4fMlZQ4mFtUsVWNHqszg/5+ilHWAalz7hbn3EHOuRJJV0oa7pz7adYjAwC0esXcoRS5U9fQqD+9MzVlx8jx4TLW17K84v/+5BVprZu9clPmVVo/+O/YhGtLo/VwzumufrM8rxjghRVEEXbmKqvrNHhW4TXr+3DqKj0xfIHWba3RvwaWxd2msrpez3y+MOl+ivunEyw/u+wCAABkbezC9fpg8sq462L7JajGHqvonJoX1XUN2l6bXSluY6NTdYLOwZOWblB5ZeKfZX2jU5+xS9JaCi8fnHP672cLAlke5C/vTtOvXp2kxeu89fOob2jUk8Pma1ueSqpv6ztDlUmOlc18Xr88P2pRi5U6WkNG1teA1Dn3mXPuUj/3CQAA4Le/vjdd77TRtTFHlJWrpFd/LfJ5xYJCyhCdeu9Qdb9zcJItUp/F39p3hv749rS4j/3gmXG69InRGY4uOGu31OihQXP1s5cmSJKmr9ikgWmWkDvn1G/aKtUl6eYaz9L1oSC4qtZb1+h+01bp35/O0yPhctp4yiur9Z0nR/uyRE5dQ+FHdvf2n6NLnyy+910qZEgBAECr4JzTmxOWeV4mpd9U72W6iY+Z9S7y7uPpoe97SituHpgo05VO0PzWxB0XLOJNLyivrEm5j/oCWxWiMfyGjQSF331qjG5Ks4R8yOy1+v2bU/TEsPm+jy9aTXjd+GQB7DsTl2vGys16dfySnI4FuVW0AWkulgQBAACFbcLiDRo1P9StPzLvc2W48/7AmWt0ywcz9PjQ0InyPZ/M1r8GxZ8Tlgqd3pGN6AsV4xMs2VOsNm0PLSOzdkvxl5+PnJf9yh/IXtEGpPWNeVvyFAAAFIgfPTdOV78QKjccXlYuSZq7tlLSjsXsN2wLZa5eGL1Yz3yWvBFJIn97L36pZqxEjbkue2qMHkzQIKUtGFFWrtmr4q+P2tYEsQ5o+ZZqLVnfcp5oYeVrg3fNixOavi6kkvO2pmgDUgAAUDxmrtyshT7PWSxkZWsq9WyKrpyFaM3man3v6TFatzV1OWqOeVCJAAAgAElEQVSs6GDnuj4TdckTLddH7TdtlUp69dfqzdmtJ1/X0Ji0qVAxaGh0em38UtXW+59k+ct705M+TvDlv9hgf9DM1arwUNYdsWl7rUp69dfQ8BqobQkBKQAAyLlLnxyt8//9eSDHfmnM4qav/Vg6w4pkvaJMRvnimMWaunyT3p+0wvfxSNK74UZS89Zmd3Hi9r4zddp9wzw3yIlIlSEcv2i9ypOUos5bW6mSXv3TOmYi701arts/nKneIxNfuMg0o1kXFeQW+ru1tWVtzaTZq7boxtcm69T7hqp8S7U2b69L+byyNaFKj96jFqV1vNbw+hGQAgCAgvDOxOVavbnK9xPof348O6sunOu21ui9HAVo8Swo3+p5aYxMzA2f+Potn4HP4Nmh9Sy9NrBqKf5or+w9PmkX0489rlfrUoQJ22rqtXZLKHu2KU6wkquLHhMWt675rNnw8nuQabA3IKpz8Wn3D9PJdw/JcE9tQ/ugBwAAALBpe63+9v50Hbnf7rrz0u5Z7WtunOxbpLvo5qr05/P96NlxWpTDADHWBY+GMslLHuzp+75XbqrSLOZ2JuWle262jv9HsiVpdqyTO83n5lqRZWyKJcufzPbaej0yZF7Gz48tlY73kmypSp3ZzLX6hkYNLyvXt7rvH/RQcqZoM6TF2GYdAADE1xBeHmNDBg1gYs8jpy3fFDdztqC8UkPnlDfdTpXFishnMJprmTTY2V5br8YCW74kWz94Zqzq01hHM934Lbo0PJvYb9qKzU2lnH5Lt9w5G08Mm+/797GwPLe/lxWVNbr2pYk5PYYXT49YqBtenaRhUX+7srUtwbJIQSnagBQAACCReOs/LsjxCWxr4GKu+FdW16n7nYP1yJC5AY0od2rTCEhbo7967CTth0c/3ZHJ9HohKGhBLWtTvqVag2auabq9clOoW/L6bf5l7m98bZJv+/IDASkAAEAMP5ofJRMb+KXePoNjpP+UJpGs3uZwyeJHU73NnURIukFXY6NTTX3yjGU6+xwXtfbpdX0masqyjS22mbFys/cBFrh0fz/Kt1SrocWT/Pmdz7aKc8n67brxtUnNgtJkMhn1hMUbMnhW7hCQAgAAXy2q2JpxE6FMSnYj2vp0nvVpLtWSblAcq66hUQvKM+uWm+8ZjAvKc1P26td77s/vTtMxtw/yZ2cxFq/bpsv/O7ZFY65MfwbR33OqIDobt3wwIyf7La+s1mn3D9O/Y7L+qUqrUz6e5bhi3fjaJK3alHp5pNbwZ4+AFAAA+Oqb//5cpz8wLOv9RE58py7f1KxrZazW0KAlFS/fopf5bn6+VA8MKGtqwBTad+H+HC54dKSkwl0Cpe+UlZJCy4Xkyl/e9bdEd97arTrm9kHqPz3x76aU3UWmeLwsoZLMusrQeEbNX+fHcDLW2Oh0V79ZWhKeoz52Qcvx1ORgjdpCREAKAAAKSmxc872nx+jXr09OuH2mmb5My3LjPasQ5sUtXd98juyUZZv06rglOTvehCXpLSES/XMqXVJYJYOZ8hKDf5wiYIt2yROjEh+rwMLpmeGS32Fla5Nu950ky+h4Efsa//PjWVntr1CUralUn7FLdFP4b9sTwxf4st9HhszV+EXFtbxP0Qakwf/ZBwAAhSqXp+7R5yDRx9mwrbbgGuXc8VF6J+/ZlKCmc2HAr5PvfEk3GIx+KVJlEIvdqPnr9OLoxQkfX5mi7DTV+yb24VxlDfMV7r8zcblKevVv+luR7vefinOh9XSLSdEGpAAAANKOADF1tsrF3AqVzMWTal8/eX68ftGneYnsVTk8CXz280Uq6dU/7nI2EanOW9+btKIpq1XsWtN8Ya/fyiVPjNLyDdsTPj52YTAlqBWVNbr7k9met48E9+MXrdcbXyzzJcmUi2rxS7PM7CbycHju6qbtodLhympvS7Cke1Gk0JZ2SaZ90AMAAADIhtcTunj6jF2S0fPGLAiVxJ13TNem++auzU3jHEnaGj65zOYk08scwgKeBhpXNuMdu6C4yhol6e5PZut/1/SI+9iP//dFWvvKRUw/cMZq7bdHJ3310L2Sbrd+a01TFq99u9Q/xHhZ1nhl8pu316mmoUH7de6UcF9+ltc753TOwyP0xwuOzngfqTLI2ez36P0752TffiNDCgAAil55QGsGBpmoi9cEJZG+U1ak3qgIZZMpvf6V0rSf4zX+jQ2U0+1Gm6hB1Kezk8/XzIdZSRov3fT6ZP3gmbEp91EVlenf6KHpUWW1t0ZGp90/VKfdl1lDtVQXN+K91+obnZZvqNLf3pue1r7QXNEGpPycAQAobK+OW5K0xNRP9Y35Cw3nrG55Qp5Nw5nhZWu1Ls0lWyTpx897z4j98e2W2dFHhsxL+5iStHpzlY68dUCLjrC57LLrnNObE5Y1vZ/iHeqBAXNU0qu/GnPwXuifpMuzJDU6p+temqDR4c6tscFLQx7fn15kmpVbtn67Xh2/1OfRpCnJ2yyorrT1jdnlXbd4DLjjyeSiTKEFzEUbkAIA0FaZ2UVmNtfMFphZrziP/8nMZpvZdDMbZmaHBjHOOz6apfv6z8n4+YXQuTbXqusa9PM+pbr6hQmSMp8HuHzD9oTp2rcmLPO8n9iT25Ubq8L373hgeFm56hud8hljDZy5Rrd8MEOPDU0cRL8QbqzTkMMJpon2XFXboBFzK/SrV+NnXbfW1DeVXXs6ToFOkt24PfslXHLxe10IL1dk6Z6qugY9GadpV11Do0p69VdFZeji0+BZO7Ld14R//5P5bF65TyMtPASkAAAUETNrJ+lpSRdL6i7pKjPrHrPZFEk9nHMnSXpP0kP5HeUOqzenX0rrJdv4mzjLwESflCZbt7SQNIYHHVmLMN15gBFPDp+f8LFeH8xIe3+Rn8H/ZdCoKXb5GT9ESjaTlXfmM0uertPuG6YT/jE4Z/sfUZb/YCXoLFuhLYMT8dHUlXHvr4qpFnkz6kLR1OWbEu4v8q4eMGNNi8dGza/IaImX6rrGnC4Jla6iDUgL908OAAA5dZqkBc65Rc65WklvSbosegPn3AjnXKQd53hJB+V5jCnNWb1FazwEqwvKtzZ9PXfNjqZBqUoo/xozp0sqjCxKIrEnq4Ugutw6uhw3kuGJ9c+PZ6myuk7fePizXA8tYwX8FsjKdTEdn71Yuj5xx95MRC6qSKH3zv9GLkpYqpzod9E5p7s/nt3sd92L1Zurs+4gXagBbjJXvzBBj36aWel9uktC5RJddgEAKC7dJC2Pur1C0teSbP8LSQPjPWBmN0i6QZIOOeQQv8bnycX/GSVJWvJgz6TbRQdFPZ8YldMxZWJVhnPxnGuZYdpeW1jLNExaujHu/Y8PjZ+N/WxuhU68a0jSfRbyRYGgfDglfkYtn+avrdRRWXZkPfeRz5q+fvTTeeo9cpH27dwxrX1UVNboxTGL9fH0VQm3iRc29p2ysqlkNpView8WX5icvqLNkG7Ylv7kfwAA2hIz+6mkHpIejve4c663c66Hc65H165d420SiEgZ65iYZTmyLcmMDQCTnZh6bdAzb20og+vHvLhsK06L7Dw7EH6f3PsR3Kz30GU217712Ehf97d5e6jEurquZZOhnk+MVkWcJl5mO97DibLwoe0y/ykuXb9Nb02MP6c66BLkeLIZUjEF3kUbkMZ+SAEA0EaslHRw1O2Dwvc1Y2YXSLpN0nedc0V1FbfQMoW5cPitA7S5KvPOmrlSLOewxXSy7bdiWMIncoFmpwQRVXR5rZcfpV8/7+//d6xeG59ZQOo1YC2U0t9/DSoLegieFW1ACgBAGzVR0lFmdpiZdZR0paR+0RuY2SmSnlMoGA28NePEJRvS2v7G11o2LMoFPzMijRmsNrF2S3XSk1fnXIsL8ImyQ5OWbkyri2squcgWfTp7rUZ7WDu1rqFRZWsSr3UZLVdZrcnL4pcrJzq+a7qd+2Bk3MLiT8qkE2AmekkzqUrwo0twsRgeQKOrTBGQAgBQRJxz9ZJ+K2mwpDmS3nHOzTKzu83su+HNHpa0u6R3zWyqmfVLsLu8+OGz4zJ+bjrrN2YbC8xbW5m0VDCZ+kwi0hT6TlmZtPtmtIUV/na2zUUG8oZXJ3na7sGBZbro8VHNmuSkw4+Q8Pv/HZvW9tNXNG+o05YzuJlyTp6aGeUq5B+/KL0LZ/ngFD+D/JpPa8E+MGBOTtbtTRcBKQAARcY5N8A5d7Rz7gjn3H3h++50zvULf32Bc25/59yXw/++m3yPhcvPNSVT7erCx0bq3IdHZLj37E+Tv4hZvmF+VIfhfIl8F/cNmKOfPL9jCZqVm6o8Zw2zFTlOIcytDEo+Mq2ZiP4VSvb7tGxDqIOvlyAv+ju95sXU63F6MWjmji7cqzZVeVoaZYNP77d8rJ98+4cz07pY19jodOdHM1vc/9zIRfpicfCBOAEpAABok+L1o9hWG+rqm4tw4N9D5iZ9/Bcvl+bgqP5JN2vYGqV6X7gAUqPf/++YvB8zlUgg6rXzbTKZvKTRZf8XPPq5rsxgPd1MJRpvph25E9mSxhz0Reu26ZVx8bOq+QigUyEgBQAArUKQZZJeElpPDl/Q4r7j7hyUg9FkLuhT09mrtmjKslCZ8iOD52rZ+u266PGR2rCt8BpABW3xum2qrmvQ5GXeyrr9lk3X6xFz8ze/cXttYazxe8sHM9J+Tk19g/pPT77mcmvAOqQAACBvNmyrTavUzGuQ6XeFY7r7K8wCy+JzSdRas+MWrddzIxeqbE2l2s+Ivy5lOhchnHM5D94ipba5zDo5F+pEfd4jn6nnSQfk7Djx+PU+n73KW9OquGMo8F+2ROObksF775oXJqiqLvOA+vlRi9T9gD203x6dUm77+hdLVbLPbjrryH0zPl6myJACAAKTTmCC4jRvbfMmJV+551Odet/QFttF5pwVirbWlKa6rkH1DY2aEdOcJ5emr0j/BD3SlThZULI4QTOkwbPWpH28aF+7v+X7NtbWmnptTDIX0Y9OyO9OWqGa8PqeYzx0LS5E1VFB1gMDM1ueJN3lVd6csCzrtX7zrTzDJmsR9/afox9HzQVP5ra+M/WT57/Q5/MqsjpmJghIAQCBKfQr3cjemi3Vnra7PMv5iTNXZp5xiWf2an/3F0/q+Yg5H4Ikqb7B6dg7BunI2wZqQoolesb6GAB99yn/5j5Gdwq96n/xT8CzbZK0dkuNp2xVvAsuEVUey0eDmItaLDL92MikZLYtmpHBhaJsUbILAAhMoSwgjtzx0gTm/gFzsj7OL18JtiFQsq6o5ZXVuvvj2S3uXxBAF914ttV6z9p5zbbk05bqOm2trm92O1e8dD7OZm4lUqupb1RJr/66+IQvBT2UuCYuyU836taEgBQAAORMTX3y9Tm3VNXrf6MWJ9nCx2VfPG6XSRlksozWI4Pn6pM4jUluen1ynK3zr7rO/zVUcy365T7priE684h9mm7XpnjP5WocXu5H+sYsXKe3Ji5vul0ZvvgwcGZ2JdhtS/I35DYfSsmzQckuAAAIzOTlhZdN+EkGWcBka/n5GfBl0+CkmCUqyY4kpscuTL3OZDLzY+Y6J/LZXG/z6zJpYNOWpBOvL9/QfLmUoKZ6DJ1Trk+mx2+uVex+3mdioMcnIAUAAIH523vT83asXJ7HvjA6cZa33zT/TmKXF1jzp1yLDVyy6V6bbB3Ibz02MuP9xvPTF+Jf1PCreZeX0mE/LN+wXcfcPrCpvLytJ35v/3Bm0EPIiWQX1PKBgBQAABQw5hljh3dKV+jFJMF/MtOW+99BON1s3Q+eya55V8SPnhvny35S+WT6atXUN+rdSctTb4yi9OMETcDyiYAUABAYuuyiIsWyBn2nrMjTSFCIquOUKCfLRrcG/aatStokK1dWbarSD54Zm3DZmtr6Rt1Kp1rkAAEpAADwhXNOr41f6us+Xxu/zNf9FZOGxuJrNuS3DyavjHv/5qr0O+mOTtGsavP23HXnTcfv35wSyHF7j1ykSUs3qu+U+K/5kNlrfFsOqVivRdblsWFWKo2tqHMWASkAAPDFpKUbC3aO1cfTVhXd/LeVSeY8wn8n3z0k6CE0GTnPW/OkfCqU+GfUfP/Wwk3XNo/ryOZDQ46WF/K6drSfCEgBAIAvthfQyVqsBwaWBT2EtBVKAAB/3fxW6gzosLLyPIwktWyaSCVTGfAyI23NBY96b9oVRFUKASkAAPAF8ZO/CEhTC/o1ymSJoA+nFvbSIfFeUvO5yDYfP7fttfWqbyicElsk1j7oAQAA2i6aGrUuLujooA3gVwbRNvk47zX277FzTuVbkjcdK2SbttclnA/bGrSmv7ZkSAEAgC9a0wlSIRg0a03QQ0Ab1mfsEvUZu0RS7kp3c608gPmQ+VLXirK/BKQAAMAfxXnOiiITnYmnysJ/kdd3zIL1AY8kO8PKyvV5ATaH8sttfQuzgVwmKNkFAAAoEkGsT1loopd8+XT22gBH0rokmyfq9xzSfLijQDt++6U1BdsEpAAAwBeFXtbHFNfCNnX5Jk/bRS+98cLoxbkaDqI8+/lCHbBnp6CHgVaKkl0AAOCLQg/4quoKd1kahLqipmtLlX9NfZDc6s2tdz4mgkVACgAAfFHoAentH84IeghIIpOy0FUESb6hGjx9hf43r1hkHZCa2cFmNsLMZpvZLDP7gx8DAwAA8FN1XevpSgkArYUfc0jrJf3ZOTfZzDpLmmRmnzrnZvuwbwAAUCRIFiAbZOgKA1k/5FvWGVLn3Grn3OTw15WS5kjqlu1+AQBAcXGcyeZca36NiUeBtsnXOaRmViLpFElf+LlfAABQ+FpvqAS0HZFM9dA5LKmD/PAtIDWz3SW9L+lm59yWOI/fYGalZlZaUdF61s0BAABA9lhjtTC04iQ8CpQvAamZdVAoGH3dOfdBvG2cc72dcz2ccz26du3qx2EBAEAB4UQW2SAeDdaAGaslSYvWbQ14JGhr/Oiya5JekDTHOfdo9kMCAADFiYg013p90LqWrtlaU68vFq0PehjQjnVGZ69qUegI5JQfGdKzJF0t6ZtmNjX87xIf9gsAAIoIGdLcW7xuW9BD8NXNb03R//Uer3Vba2hqVCD4NUa+Zb3si3NutGiMBgBAm8eJLNI1Z3WlJKm6roGSXaCN8rXLLgAA6TCuZ7YqZEgBtCWOy3C+ICAFAABAAeACVSHgwhLyjYAUAAD4gmwBskHJLtA2EZACAABfbKupD3oIAIAiQ0AKAAB8cffHs4MeAgCgyBCQAgAAX2yrbQh6CACAIkNACgAAgMAxhRRomwhIAQAAEDijq1FBMJPmra0MehhF4doXJwY9hFaBgBQAAACApNCyLxc+NjLoYRSFcYvWBz2EVoGAFAAAAIEjPwq0TQSkAAAACBwVu0DbREAKAACAQKzcVBX0EAAEjIAUAIAiY2YXmdlcM1tgZr3iPH6OmU02s3ozuyKIMQLpMop2gTaJgBQAgCJiZu0kPS3pYkndJV1lZt1jNlsm6VpJb+R3dEDmKNkF2qb2QQ8AAACk5TRJC5xziyTJzN6SdJmk2ZENnHNLwo81BjFA7LC9tj7oIRQFlnwpHE4u6CGgjSFDCgBAcekmaXnU7RXh+1CAnvt8UdBDKArOEQQBbRUBKQAAbZSZ3WBmpWZWWlFREfRwWqWGRgItr0iSAm0TASkAAMVlpaSDo24fFL4vbc653s65Hs65Hl27dvVlcGiOIAvFhmR1covXbQt6CK0OASkAAMVloqSjzOwwM+so6UpJ/QIeExIgHvWOLrsoBrNXbQl6CK0OASkAAEXEOVcv6beSBkuaI+kd59wsM7vbzL4rSWZ2qpmtkPRDSc+Z2azgRtzGkSJFkZlFwJVUXUOjttXQrMxPdNkFAKDIOOcGSBoQc9+dUV9PVKiUFwHbWs2Jqxc19Y1qpFYUReDmt6dKkpY82DPgkbQeBKQAAAA5MmPlpqCHUBQ+nrZKZasrgx4GgABQsgsAAJAjzIv0ZtryTVq6YXvQwwCg/K+fTEAKAACQIxOWbAh6CEVhc1UdoTtQIPK9WhUBKQAAAALlRP8noK0iIAUAAEDgqmobgh4C4NlySsx9Q0AKAACAQJmkReu2BT0MwLOzHxoR9BBaDQJSAAAABIoFX4C2i4AUAAAAgWL6KNB2EZACAAAgUDNWbg56CAACQkAKAACAQNU1ULQLtFUEpAAAAACAQBCQAgAAAAACQUAKAAB8YXSmAYCi51x+S+gJSAEAgC+IRwEA6SIgBQAAAAAEgoAUAAAAACBJynfPawJSAAAAAEAgCEgBAIAvjK5GAIA0EZACAAAAACRJeW6yS0AKAAgOCTUAANo2AlIAAAAAgKT8XywmIAUAAL4g4Q0AxY+SXQAAUJQowQYApIuAFAAA+MLIkQIA0kRACgAA/EE8CgDFj5JdAAAAAEBbQEAKAAB8QYIUAJAuAlIAQGBogtO68PMEgOLn8lyz60tAamYXmdlcM1tgZr382CcAoPWjCU7rws8TAJCurANSM2sn6WlJF0vqLukqM+ue7X4BAEBxOXjvXYIeAgAgS/m+uOhHhvQ0SQucc4ucc7WS3pJ0mQ/7BQAAReTyUw4KeggAgCLjR0DaTdLyqNsrwvcBAIA2hDmkAFD8inIOqRdmdoOZlZpZaUVFRb4OCwAA8mTswvVBDwEAUGT8CEhXSjo46vZB4fuacc71ds71cM716Nq1qw+HBQAAhWTN5qqghwAAKDJ+BKQTJR1lZoeZWUdJV0rq58N+AQAAAAB55PJbsav22e7AOVdvZr+VNFhSO0kvOudmZT0yAAAAAECrlnVAKknOuQGSBvixLwAAAABA25C3pkYAAAAAAEQjIAUAAAAASJL22KVDXo9HQAoAAAAAkCS12ym/i0oTkAIAAmP5/cwDAAAFhoAUAAAAABAIAlIAAOALEylvAEB6CEgBAAAAAIEgIAUAoMiY2UVmNtfMFphZrziP72xmb4cf/8LMSvI/SgAAUiMgBQAExrmgR1B8zKydpKclXSypu6SrzKx7zGa/kLTROXekpMck/Su/owQAwBsCUgAAistpkhY45xY552olvSXpsphtLpP0cvjr9ySdb5b7nsZOXGEAAKSHgBQAgOLSTdLyqNsrwvfF3cY5Vy9ps6R9YndkZjeYWamZlVZUVORouAAAJEZACgBAG+Wc6+2c6+Gc69G1a9eghwMAaIMISAEAKC4rJR0cdfug8H1xtzGz9pL2lLQ+L6MDACANBKQAABSXiZKOMrPDzKyjpCsl9YvZpp+kn4W/vkLScOdy30KKJlUAgHS1D3oAAADAO+dcvZn9VtJgSe0kveicm2Vmd0sqdc71k/SCpFfNbIGkDQoFrQAAFBwCUgAAioxzboCkATH33Rn1dbWkH+Z7XAAApIuSXQAA4IvcLywDAGhtCEgBAAAAAIEgIAUAAL6gqREAIF0EpAAAAACAQBCQAgAAAAACQUAKAAAAAAgEASkAAAAAeDDyr+cFPYRWh4AUABAYlglpXehpBKAtOHK/3YMeQqtCQAoAAIBAPXTFSUEPAfCMa6n+IiAFAAC+4CStpVMO6RL0EIrCd046MOghAAgIASkAAPAFJdgtsTarN46C74JxwXH7Bz0EtDEEpAAAwBcEXy3xkqD48K5FfhGQAgAAIFDOSb8+94ighwFJXz9y36CHgDaGgBQAAACBcpJOOmjPoIcBSfvv0SnoIRS8S5nz7CsCUgAAgFyhjhlFhndsar8//0jN/Oe3gx5Gq0FACgAAgEA5AveCwY8iNTPT7ju3D3oYrQYBKQAA8AXnsS3xmiTXsX3oVLT9TjuJhYMKAx2Pk+P18R+hPQAAAALx7E+/on1221m7dGwX9FAQ1ki8hTwjQwoAAJAjlD8mt1vH9jr54C7hW7xYhYDy6eSMTL7vCEgBAAByhPI+FJvuB+wR9BDQxhCQAgAAX9x5afegh1BwSDah2HTu1IG1SJFXBKQAAMAXh3fdLeghAMiSk9P3TukW9DDQhhCQAgAAAGjCLEnkEwEpAAAAAEmUmafCvHD/EZACAADkCCf3KEbH0dgIeURACgAAfEHw1RIvSTooFA3STuGXv3070167dQh2MGhT2gc9AAAAgNaKNR1RLHpf3UPV9Q3ar3Mnrd5cFfRwChbrkPqPgBQAEBg+1gGgMOy9e0d95ZC9JBF0Ib8o2QUAAADQxIhHkUcEpAAAAACaEI8inwhIAQAAcqRr552DHgKQts6daGqUCMu++I+AFAAAIEeuOaMk6CEAadulY7ugh4A2hIAUAAAgR9pxpgUASWX1Z9LMHjazMjObbmZ9zayLXwMDAAAodqz64t2eu1AmiuLSqQNXnPyQ7av4qaQTnHMnSZon6ZbshwQAAIC25owj9gl6CEBK0UvivH3DGQGOpPXIKiB1zg1xztWHb46XdFD2QwIAAEBbQAIZxaxzp/ZBD6FV8DPP/HNJAxM9aGY3mFmpmZVWVFT4eFgAAIDCxHqOAJBcyrDezIZK+lKch25zzn0U3uY2SfWSXk+0H+dcb0m9JalHjx5cEAMAAABQVFj2xX8pA1Ln3AXJHjezayVdKul855i6DwBAW8VZAFC8+P1FULIqfDaziyT9TdI3nHPb/RkSAKCtoJwRaNv4EwAg2zmkT0nqLOlTM5tqZs/6MCYAAFCEuMDQElmn5Hh5Cge/vwhKVhlS59yRfg0EAAAAAIqFEcX7gtVcAQAAAMADo9DcdwSkAAAUCTPb28w+NbP54f/3SrDdIDPbZGaf5HN8lKfG99vzclNQ9sGvz8zJfgEgnwhIAQAoHr0kDXPOHSVpWPh2PA9Lujpvo0Le7dx+J33lkLjXI1BELj4h3sqKKGRBLftyx6XdAzluPhCQAgBQPC6T9HL465clfS/eRs65YZIq8zWoXPrsL+cGPYSs5eIElqlrrcOR++0e9BCQhXyueHndmSV5O1a+EZACAFA89nfOrQ5/vUbS/tnszM4COOsAACAASURBVMxuMLNSMyutqKjIfnQe9E2zzLRk391yNBIUgkIt877rO603G4Vg7NKhXdBDKFgEpAAAFBAzG2pmM+P8uyx6Oxe6NJ/V6bxzrrdzrodzrkfXrl2zGrfkLRN4ShsrMy3UgAvJXXvWYUEPIe9y/V597uqv5vYABe6bx+2X1fNbc1UEASkAIECt+BM2Q865C5xzJ8T595GktWZ2gCSF/y8PdrTwW6cOLU/NOrbbcd83js7swsG1WZb7FUNp6aH77Br0EIrKg98/Ma/Ha9eaIypkhYAUAIDi0U/Sz8Jf/0zSRwGOBR6kew7+fz0OTvq4lyTWJ7/7etbjiLUTsUSrc9JBXYIeAiCJgBQAgGLyoKRvmdl8SReEb8vMepjZ85GNzGyUpHclnW9mK8zs2/kYXDbr8/W57lQfR1K8zGPkmOvyyuMO2CO3B8iBeK/cezeekfdxFIvuB+b3Z7x7p/Z5PV6ueP07t/duHXM8ktaDgBQAgCLhnFvvnDvfOXdUuLR3Q/j+Uufc9VHbne2c6+qc28U5d5BzbnBwo/bm3GOym1/VWsTr2vmzMw9t+trLqXCqmPbq0w9NvoGkUw5pHdmzHiV7657Ljs/Z/lNltItJritqv3bY3rk9QJ547ZpNUYF3BKQAAMAXQa3Pl4lfn3tE0EPw7IA9d2n6OpNX+IzD92l2e69WmrlJlF3usmvq7/ev3z4mo2Pu0pHOqV55zf5/aY9OOR5JfmT61/DmC47K6HldO++c4RGDR0AKAADyasmDPYMegqTiLKnLZN3DN284Pe1y6titT+i2Z9rHLRTx4qB482yz4SXr3BqN6fVN7bu7v4HQQXvtknqjVmynNtj8iYAUAAC0SbvvXHhz2rxmkfLh28fvWOZ2/wCyVm/dcHpa26fzyh1CR96sde7UXt267OKp1Pc/V37Z835j99euSDtqZTLqd5PMeS6kvw1+IyAFAAAFaef2hXOaEr30Sjr8aD7UqUPistAjuu6W9v728Nhc5tSS0Jy/a88sSXhyfd1ZJXrAx+VDunXZkR07/fB9dOslx+qY/Tv7tv98e+dXxdNUKZeNsi496cCMnxtbcl5I/H7Jjj9wjzbZ0bpw/tIDAICiluvOr4HK4iQxm+7DknRAl8TZyYtO+FKL+1L9HH4WZ03S2CzUYfvu1rSfdjtZwizY5ad001WnHZL8gEnEzjuOvQhxwzlHaPAfz8l4/7mWqoT6tCwb+fz128d4yhD+8YKjszpOrqWT5dwvh9n46AseuZYqofnzsw5r+rpkn101/76LtWvH9vr51w9L8qzWiYAUAAAUNL/nqCVy13e6J3wsm5Aym2ZPB+/tzwl09Bg6xMn2lt52QdPXb/7y9GYny6bEQXUxrWWZyxJtM+m7J6fOAj7706+ktd/fnHek2nko1ezQPn9ptcu+HPo+j9xvd0/bD/j92Wnt/4Hvn6ieJx6Q9ri86NCucNKPPU86oKks3cyafi937Zi79+mJBToXnIAUAABAyedoeZ2+5WcG5pPffV39ftO8+U4kIed1PB/95ixP20V33j3jiH20k4eM1tlH7ettEAXinKMTj7dkn/RLn2N5+Zns3KFdTpY/uej4UKZ8r107+L7vWKeHS2h3SVJKHi3ReqedE1wg2KNTBx3hMdjN1Ii/nJvT/cfT8u3hmjrj5itMvu/yE/J0pPQQkAIAAPik18XHegpKD9gzdVnicQfsEQoUoxKs6WZbTz44lMHMtmy4mKX63kf+9TydfHBmmaPIRYx0ytX/9C1v5bW/Oudwz/uMlMR27pT7gDRWLkr1W8e71ft30ZpnO3hBQAoAAArKL8JzqC44bv8UW6Yver3J2ExVsgyX14Cu3U6m/fZIXWI87pbz495/eFSTomRHjA0CrjnjUB2yd/F3ju2Yw0ZWiQKnQu24u2ca2c4uu4Qy3Bef2HJOcbH7ydcyn6McK9eBn9eGYRGp/qoc6OHCVUTXPE1tyAUCUgAAUFAiQdkeu4ROyP1Y7aD09gs0+Y5vNd12ku69/IRmcyX9kG22aK9dO2YUGO/XeWff50he8dWDdNphe+v6s71n6rLV++oevu+zkFfLiMzHzNaeu3bQtDsv1N+/fWzG+/D6OsXOaY19Xod2plNL9vJ83Ol3XZiwfFeSLj7xAA39k7+NrXL1ljj2gPjlyfnQ57pTAzt2tghIAQBAoE7o1vwkLhclgPvuvrP2jponKUk7t2+nI/YLBb/nHdPVt2NFjz+dLFfC/UXldWJLdnPZ2Xiv3TrqnV+doS+lkaVJW8z4M81WnnxwF3Xby/v83fYFsrbGkfu1XNKmRddij0Pdc9cOnub+enVxnA7Of/32MU2vc6L3Xibvyd1SXEyJ9zolcsM5h6fdSCmRdJaeurB784qO2EA9l9nZy758YE67E+caASkAAPCdH2tHRk7ovJxixy574TXz2fPEA3Ritz31z++e0OI4t11ynKd9JHLTuUc0reXpl0JaWicXzXkyte9uHZsaxCQS/drlopPpD75ykC/72TNcGRD0zzr2Ao4U6vqbi1Dezyz24fvulrCRUrrevOF0PXnVKZ62PWivdC+m+PdNe91Toc4lJyAFAAC+8/MEM96+YksCf/fNI5vd/tGpB+lLHjIGXXbtqI9/93Udss+uzTrNStIvo5rKeP1+vnLojmVQvtU9uzmwkXgk+iSyfcySLV7H1TnNuW2x4h3n1+ce2fLOgHRot1PCbFa+TsHPOTp+lr3XxemV0QZVYhwbACeKh/2Kk4OMt70eu+vuO2f8exybYfb7xzrwD2fr0R+d7PNeg0FACgAAfBE5yTs0zbJLr1ftH7ripKavX/75ac0e22knU5csy2N7nniAfvWN5vMlP/nd1/XG9V/zNMKF91+iA/bcUTaaaYYr9ljRZbqXZrg+46/PO0KS9IfzjwodI82z43ibZ1Ie2iIw9uks/b7LT1Cvi4/Tr845vKnjbDqSLfmTrehyVK9LpTQT533U41DvczTjeeSH2QcyhTw3NxE/hhxpIBUr+vf0rRtOV/eY+aTHfin9qpFk78vjDtijKH8G8RCQAgAAX6V7juR1KZNzjtqRgYouuYyU6w6+OX7jE6/lu2am757cvMnMCd321JlH7uspYIkEQrk8Scwk2JJC82WXPNhTfwwvObJb+PX7+0XH+jbfzosZd31b++agG+g+u++sPXfpoFsuOS7h/NB0l8zx207mX5lztu+xK77qT3lxIj/20Bk3V78mnTIJ+j3o0M407R8XNpsXHn2BwbnQGqqRbWPl8qJHsSMgBQAARSFRQPGHC0JZv/336BR37uovz/G3k24upTpn9Tuk+unphzTNtxvyx3PU77dn+XyEFDL4hi49Kb0ssZc4wGWYzk72vNjg86rTDpGZJQ1MTjmkS8LHEjmxW2ZrqObS5aekF/D6OV92j138nx8shQLKyPzeiAO77KKzjtyn6fbDV5yk2y45Tl85ZK+8Zi/jvXzRnYljq0cyydbmUm5+YgAAeMAFY3iRaSOOP37rKP39/Rnaa9f4JXbpjSHF4x6GeOyXOqtsTWWL+6/46kF6b9KKhM/zerJ+xhH7aPbqLXGb0XhxtA+NqPww7M/f0MyVm+M+NuOuC7VLh3aau6ZS88u35uT4iTLt6VjyYM+EjyULYjNpgvWDr3RL+zlBS5Xoj/f79PLPT9PPXpyQct8Hp9lc6Oyj9tWo+etSbpdoyOcfu7/GLFgvKdSZOnruuVfpXhD5YTjDHfu38dVfnKZJSzfq+AP3bNaZePwt58s5aUH4d6bQsrVkSAEAQEHxK1nyf6ceoiUP9sxZCV/EY/93sob+6RsJHz9s390lSb8+L34ToEd+eLJ6hueGOif1yLAz7y0XH6vP/nKuDuyyS9ZzDIN0RNfdddmX4wdZnTt1UPt2O2mXjql/pn+/KP01Obt12UXHpJE92tnDeytS1plqaZNUPvvLuQWzXI0X7990psb0+maz+166NvO1Mg9IsPxQ9JJNo/52no4KX1jZJ8MLM4kUUINrPRyeAxxbNXL2UV118wVHt2jE1KlDu2a/M+0KLAIssOEAAIBitV942Y1ffN2fEtl4p973XHa83rvxDF/2n0y3Lt7XtLz8lIN0RNfdEz7+g69003s3nqHvJCs1jfpmX/hZD33yu6/HnS8amZv25wuPbvFY+3Y7qWTf0Lqqr13/NU249fyUY/d8kl1gGRUvrjurJOfHOMjD2qeXn9JNf7vomBZLE8Vz0zeOaJpjG5vpPqBL/IAs6EAptuN1xFcP3avF79HZR+3ry76jvXTdjgZn0cd784bT0zqW31JVdhy8946xZpux9Prso/bfXcfs31l3Xnp83Pfu/Zef6Nvf73RQsgsAAHyx287tm0oVX/9imW/7/fvFx+iPb0/TXrt21NVnlCTd9rxj99PctZUZl61G+NMNNhQqmFlaWc/OnTrohATzAo/5Uuek5aARnTq0S5oZTvfb6dShsHIYmfw4Mp2nePdlx+uaM0r09IgFenjwXEnS69d/TTuZaX55yxLsWO12Ms9L5Oy1W0dde2aJ9t6tgy47uThKcW/r2V0DZqzRXrt20MbtdZ6e4zUAO+OI9ALYZF6//mu6re8Mz9v/6VtH6//bu+84N8o7f+CfR9JK2qbtvVdv8fbiXW+zvfa6rDu2MbiDwQZsY4MBg001GCdn7iAcoYUk1MQEwg8C4WgBkvxoAc6mHMXGMTmqaYHQQsBzf2ikVZtV12hWn/frta/VjkYzj54daeY736cUpsXjn98fHXW9QGLJg5fNhEGvw5ffhqfZuRJznB4PbbE2SU+Jj8M7n33j9Lwvg1GFQ3R9uxARERG5WNBS6HPT27Omj8Nz2weRnew5m2RryjasMH1KKCaOD3Uu0TGQqsm1KK8YRsXp/vXL8+RXJ7lnrCKT3QvuP7JSvglymkOT657KTHRXZCi8Ijh6ncCClsKAptUJJV8D+LgAyunaZzIcCXjHTd60qh09lZlY3lUCAMhMGrlhtX6gwuPrNw1WBZe5HOWlrvMJq+Fnq9px4Zw6tYsBgAEpERERhcGuhQ1oc+nHaIzARZheJxSDUcA6cM/h3cOKGUglwc5xGi4n9ZVjuDHPa+Y43LKSvU/lYgvgwt369+erOzCtLgcmw9i7zL1+RRsmVmTAoIu+96bX6TBUl4Ofj9JPNNyD6Xjb/Nq+chzePYxk88jnuacy06dWB6q3jQ6xvJR4rPFxSqxwi76jmYiIiDSvtTgNd58y0a/XJPgwUI1aFrUWqV0Ej1ITjLjm+Fa36ShCLRqnFlHSU5mJG1e2uwU/kYgnrj6uBZsGq8K2/cHaHNzhkmlWK49qS3La6lUI4IaV7eivzlJ8jRZ5C3Inj8sGYO0r7KilyP8pfFwFOh2RzY7hWqe+qtGKASkRERGFzYVz6nDBbN+ahT20uR83rmwPc4kCo2bryXAEUs3yfJdxPmbaSjIScfHc+jCUJPxCmZS7a3037jlV+UbLnKZ8nDHN++BF/pjfkg8A0EfJwFJKpfC3dLZBmnQe3pftvQbzuYtUQrM0MxGHdw+jySUArcpx7u89pzE/5Pv2Fq+u7SvHn86eMvpKUYABKREREYXNmp4yLOsafaCMqbXWfp1F6QmYVpcDizygUCjmDw2Vwdoc7yvJtNCy79rlbbhvQ49P06f4YuMU3wbtUVOQySYA1il5WoojO6XOrgUN2H/hUFT0OwRCd3zfduIE/OS4FiR5mA7nxL4yrOgqwUl9I3N6WqcDGgnq9ixuwpkhDv7DqTjD937YG+T+yq5Z/ptP6MRjZ7pPMRVt84r6KzqObCIiIopJL54/DZumODdxnNOYj10LGrBxMHqCnLp8i2/9zDQiyWRAY2HwTQptVnaXBlQ/kbiOjrZLdX8DOoNe59YkO5Lxx0UKA98EW4ZsixlzmzxnDROMBuycP95p7la9TuCqpS32vxe1FWJjGJtHu3Kd8zOk23a5W3Jsh7WLgBDWIHTHcC0AYKA6a9QpprSK074QERGRajxNz6LTCdWmHwgFf67TF7Za+50lypnKuCjJgkXCwtYCdJUFNlJtqEODBKP1krjZz35/tXnWUY/bfZgvU6vixuDgUP4Ixcjbitv2IaofqM7CgJd+ucH2NVUbA1IiIiIKK9uIoHMUsiGx6rVLZsAoX+zvmF2H4vQEDNX53jQ40kKdlds2oybCU5soX7SnJxpx/8Zev7NPHaXpePa8QeRYlEd2DodIxx+PbOmHXuVpaMaC+c35aPNhTmJf/78ab6lrx4CUiIiIwkqvE9h3wTSPfcWiTWlmAhKMemwdGheW7T+0uR+fff0dADj137SY47BhSuSaHwZCzSTMlJps/OH1IyHd5sKWAvz2v9+1/+3vVEA2kQ5GIyVXfl9pCUZU5SR7XT+YwyPc3w3RkkC80qHJsS/GSsDpTfSfGYiIiEjzUqNogKLRJBgN+J9LZoRt++NyvV/Yu9J6czxXgcxHe+3yVvzj2++D3LPApHFZeOKNjwBYB8XZfUxjkNsMXKcPmTIl4QhUsl3mkj11cgVKMxMwc3zu6GXxYx86ARSkxmPzVOebL79Y04HeHz3ux5Yib4x9DKOKZgPSyuwkHDzypdrFICIiohi0pL0Qdz7/jtrF0KRbT+zEvfveQ5ZLADQak0EPU1KwIwJLuGlVB/71w1EA1r7KRhWaoSrtsbcyM6Dt+TMCtJI/nT0ZRenOo8DG6XWY11yg8IrACCHw/7e5T0NSmJaA323oRUZScDeuwjHabDizlMHebBorQbJmeylPqclWuwhEREQUo46fUAIAKM9KVFxnrFwsehLMoFPlWUnYMq06YlNVOO5HrxMwx4VmqptQu23thIBe5xpIqrWNYDUUpiA/NT5k28tN0U5T6mA/C5z2RSVjrfkKERERaYdBzqyZDe7BTagvDqPtimdFVwl2LWhQuxh+46VjbLGY4zCo8QRWJI7ZCxWm9YkkzTbZJSIiIqLI0WoSRqPFHtXSzmI89dYnPq07uzEP97/0fphLFJ1sfdc9ZcVzLKaItLi8f2MvPv/mX369JpKftTU9Zfju+6NI8zAFV6QwICUiIiJN+uNZk2E2araxF1HA5jblY66P0ygd21GEvqpMnHP3y2EuVfS5eF49mopS0FPpPt/ts+dN9WkbBp1AZ1k61vaWBVQGX0ZvVrvl57qBClX3z4CUiIiINKk4Q/1+b5Fgu1btqwps0JuxKJAEUrS02I2WcoRKNL+fJJMBK7tLg9qGEAJ3rusOTYE8bJsYkBIRkYoSjNE5uAiRN7V5FhzXWYyT+gLLmgQiPkoH44l2wVzzh7XO5XIlGvX46rsfwrefCGFoFXlx8hRK5jhttxRhQEpERETkJ71O4PKFngf2SZP7rcUFMN8mRY9XL54OXQQyWPdt7MVTBz8O+37GinX95ZxtQzarIQ8HjnyJtRG8MRYODEiJiIiIQmjP4kbcu+89NBZ67zumJc1FqQD8azo8rzkf9+57L+RlCaSZqL/99BJNkblMrshKQkVWUlj30VGaHtbtA5FrunvurFq3ZXsWN+HqPxyIUAmih14ncMa0arWLEbSQfNKEEGcC2AMgS5Ik3uIhIiKiMaswbfS5ElMTjFg1sTRk++soTYNeJ3BSf3nIthmIxsJUvHbJDMQH0NQ+OULBnSfspmed+zU90YhPv/ou5NuOhupd1FaIRW2FaheDAhT0t4MQogjAEIC/BV8c33EuKSIiIoq0u0/pRklGYkT3mZFkwlu7ZkV0n0r8DUYFgKuWNqOlKC08BfKBQWdtOh1IIE1E4ReK21X/AeBsAPeGYFtEREREUautJPxNH7Vs3UA5rn/ykNOyec0FYdvftpk1yLWYR12ntzITpw9WYXUIs9Zakj7K/JK/29CL/3o1NucopegRVEAqhJgH4F1JkvZ7G7ZYCHEygJMBoLi4OJjdEhERkcbde1oPXnv/C7WLQSFmNjhnIcPdoK27PANNct9WJTqdwJYx0M8uEOMLLKjPV+7L3FCYgoYx1tc5WIvaCnHXC+9EZF+2kearcpKdlhv01rgqI8kUkXKozWtAKoR4FECuh6e2AzgP1ua6XkmSdAOAGwCgvb2dDW6JiIj8JIRIB7AXQCmAwwCWSJL0mcs6zQCuBWAB8AOAyyRJ2hvZknrXVJTqNZAg7eEFXnRpd8jo+zuoU6zas7gJexY3RWRfORYz7jhpAhoLnb8L81Li8eNjGjGpJisi5VCb14BUkqSpnpYLIRoAlAGwZUcLAbwohOiUJOmDkJaSiIiIAGAbgMckSdothNgm/32OyzpfA1gpSdIBIUQ+gBeEEA9JkvT3SBeWiNwlm62X38XpCWHfV01usveVSFUTKzyPWr2koyjCJVFPwE12JUl6GYB9EiAhxGEA7Rxll4iIKGzmAZgkP74ZwBNwCUglSXrT4fF7QogjALIAMCAligL1+Sm4cWU7eit9nz4nUMfGUFBD2sV5SImIiLQjR5Ik2wgkHwDIGW1lIUQnACOAt8JdMCLy3bS6UT+6IeNtjBcace2yVqTEx6ldjJgUsoBUkqTSUG3Lp/1FcmdEREQR4mXsBjtJkiQhhOLpUAiRB+BWAKskSTqqsA4HHCQiv6QlWEftrc4ZW82BZzbkqV2EmMUMKRERURRRGrsBAIQQHwoh8iRJel8OOI8orGcB8ACA7ZIkPTPKvjjgIIVFWWYi/vrxV2oXg8KgLt+CvSd3oaXYOrdsSoI1q7hlamyOZEzBY0BKRESkHfcBWAVgt/zbbQ5wIYQRwD0AbpEk6a7IFo+IYsGE8gz7Y5NBj8O7h1UsDWmdTu0CEBERkc92A5gmhDgAYKr8N4QQ7UKIn8nrLAHQD2C1EGKf/NOsTnGJwuOcGTXITDKhKidJ7aIQUZCYISUiItIISZI+ATDoYfnzANbKj28DcFuEi0YUUT2VmXh+h2Lr9pjWVpKGF97+zG15VU4ynvvrpzAZmI+i6MIjkoiIVCPAESCJiELpl2s6PC5f118OAOhyaG5LFA0YkBIRkWpyU8xqF4GIaExJNnueukSn4w1Aik6aDUgljgVIREREFJVsWbgVXSUql4SIoh37kBIRERFRSOVYTBx5lYh8woCUiIiIiEIiwagHAMTH6VUuSWzrLEtHroVdIkgbGJASERERUUis6SnFv74/itU9pWoXJabdua5b7SIQ+YwBKRERERGFhMmgx8bBKrWLQUQaotlBjYiIiIiIiEjbNBuQJpmZ3CUiIiIiItIyzQak7KhNRERERESkbZoNSI/tKFK7CERERERERBQEzQakep1QuwhEEZNk8r+J+sHLZoahJEREREREoaPZgDRWFacnqF0EUsFQfQ4OXDYTD2/pd1p+2YLx9seO92hailNh0I98vPee3OW2zc7SdMX9XbG4KYjSEhERERH5hgFpBLx5aegyVb9Y0+F1naai1JDtTysumVeP/RcOBfTam1a1h7g0oXXd8lbsXtiIOL0O1TnJTs8tbhtpuv6HMyfh+hVtOHDZTNy9fqLTehPKM9BTmeG07PzZdU5/v75zhv3xwtYCnDuzxul5o55fF6HGlh5EREQU63iFGQFGQ+iquSIryes6roGEFtyxdgK2DlV7fG6PQ7auryrT7fnnd0zFyu5SpMTHuT33yzUdboGYo10LGjBYmxNAiSOnIDVB8RgyGnQ4sbcMAFCamYjp9bmI0+ugkwOdZIemvrevdc6SZltMuG9Dj/1vc5weww15mN2YByEEFrQWAACuPq7FKVgl38wcn+t1ndtOnBCBkhAREQGQ1C4AkWcMSMOssTAlZNvy1OzSxjFom1Cm3BQzWjy+dRLevHQmDl42E09tm4KJlZnYMKUKU2qyndarzbNgUVshnt8xFTPH5+Kny1rdtpWZZLI/fvki5yzppHHZuOZ499cAQGFaPI6fUByCdzPClyAEQEgDvPNn1+Hw7mGPzz23fSpevXi64msbC1MxoSwdly9sAABcs6wV/ynXV3ayGYd3D2NOUz7McfqQlVdN+y6YFpH9tJWkYeMU7xPDx1KGVHh4q5PGZUW+IERERBRVNB2Q1uQme18pzA7vHsYda5WzHDMUApRxOclYNqHYr4BoQrnnTN+6/nLU51vsfwshcOY0z9lGfyxsKXBbtixEAVxZZiKMBh0Meh3yU+Pty29a1Y63ds1yWz8zyYRrl7ch2eyeBXXk6fnUBKP9sWvAGmoXza33ab1gArwrj23Giq4Sn4KreKMeiQoDIqUmWOtq77puHNfp/f9anKH9/suOx0I4KY0C7prpzk/1Pn2VOU7TX9N243KSsX1WrdOyX67pVKk0REQxKHbugZLGaPpKZ++6bvzbokY8sKk3JNt7fOskPHfeYEi2ZSMUPv1JZgMuW9CAhFECk9MmV9gf51hMiuudO6sWpRmJTss2DnrPzkRSTW4y7j6l2+t6Qgifs0b3ntaD/9rc59O6TYUpOH5CMZLNcbhknuegsbkoFYd3D2NWg29ZTk9yHObHDXYAqutXtKEuz4KqHOdm2vNbCrBz/viggqvDu4dhMvgXFJeOgYDUVXqitQ6rc7w3hc9PGT14fPKsSX7te/8FQyhM816nOpfU4s0njARxiUbn/6GngaoKHG74uNowudLr/kNpSm2295WIiIgopmg6IE2Jj8Pi9iLU53tuFrukvRATK5T7D7oqy0xEtsVszxz5q7s8Aw9s6lW8cO8sTcecpnwAQG2e5+zuWdPH2S+SHT173lSP6x/TWgjAmgm7c103ntg6yW0dxwvY0fxmfTcWtxWOuk5/tXMTu/93Wo/Cms6uWtqCthLrxbIvF/8lch1meKiLwrR47F7YgKaiVNTkWtye9+TeDb3YtcDaLHWu/D/oqxp5L6/vnIG71lsD5p8ua/Npmzau/Vr/cOYAts2swR/PnowVXSU+b2dlt/O63RUZ+P3pfSFtLpuZZMRwQ17ItheNTugp8/s185rdWwPYDMjHg57zpQAAEMVJREFUvFI/3q1D1fjpslaUZCTaj4WS9AQkm0efqifFy/fMzSd04pwZNfj3Jc0eywMAj505yek5yUMHoQdHuWmzeWrkblyZXOovTs9b9URERAT4P7lhlBqozsKTb37ktOzHi6z9Kg999CWmXPGkx9e9cekMbL/nFRw48qV92SNbBvDhF99i9tV/9mnf2XJWrK0kDfX5KXjirMm4/MHXcP2Th+zrPHbmAHItZiSaDFg9sRTjC5wDqYWtBdi1oAHmOD0kScKeh99U3N9ftk/F6x98gcrsJGQnj2RtOhX6jg5U+9ZPq6M0HR2l6Xj53c/x+gf/8LiOa9bPFjAubC1AglGP2575m9PzJRkJePKsyfa/918wBJMPTRAf3tKPG548hGUeAro/nzPF6+sBz02OAWuzzT+fM9kpm+lr0De9PgcPvfrhqOuUZyVh/YA16C7NTBx1XcCaeXvv828xuSYbtzz9tk/lCNTzOwLvQ2mK8n6kJoMO//z+aEBNXG1NZ7cOVeM/Hj2AH46OBHbXLGvF6+9/ASEEjrn2KbfXDjfmo0z+P99yQicOHPnSPhryneu6seT6p53W/9VJXfjrx1+NWp7fbehFQ2GK/bN7aNcslJ/3e6/vQ/IwYIVrhtXm7lMmOk0NBFi/w154+zOnZQtaCnDPf7/rtOz1nTPwyrufY9F1T6O5KBWfff0d3v7kawDAz1a24y9vf+r0/QcA1y5vwzf/+sH+t+N3FxEREcUuTWdIHV21dCSLUJ9vccoylo8yMq3JoMeexU241yHTl5VswvgC3wcjqsxOwqNn9GOLQ7/NlqI0e1kA6+i4tr58bSVpbs0la3Mt9qCoSr6YHaeQ/ctKNqGvKgt5KfF+D4qyttd79miBHMjZAm2lzJDFbEBRegIe2dKPHx3TiEvnN+DB00eyMfdv7MU9pzpnUFMS4nwK/kwGPTYOVnnMFvvqiiXKc2kWpiUgzodpTH63odepr3JvVZa9H61rxmeTh2bSnkb+tVk9sRQAcOvaCbjlhE5kJSk3y44GO+eNx+zG0bOrvhyP6wdGmqI/fa5vNxfSXLKJd58y0elGy47hkb6JjjHZo2f049EzBrxuv78qC3eu68apkyqRk+z8f0gyGdBemo62kjTsu2AaOkrT3J63EUI4Tc3j6SZRd0XGqH3Hr13WigaXwdB0OoGKLPebG66tOWzv/YrFTXhu+yCuOb7VqXyO2kqc30d1ThJ+7TBw2m55oCujXocXz5+Gp7ZNwQObevHKxdNhjtOjoTAFfVWZ2LWgwen/PrUuB5umVDmNbj23KR/5qfFOLR50Y+bsQ0RERMEYM5cEqQlG3LCiDfecOhEPbOrDi+eHZzRN2zQauxY04M51I30iK7OTnS7KZozPxTPnDro1cXW1pKMIOuE8+NH0+lw8tLkfc5vykZ5o9CmI9FWJQ8ZuSbu1eW5hWrzThejJ/eV4fecM+8XjSoVmpy9dZB29tSon2R7c1eaNBNHjC1KCCigDdc3xreiryoRQyAz54uEt/bj1xE40FKa4BdW2ejllUoVTX0xP/fcWthTgR8c0eNzHjuFa/OnsyajISkJ/dZbTaMHRKD3RaB+B15OHNvc7jfC8U6Gv7raZNXjm3EFcPLceeSnK/RuBkaDpyqUtbstXTbQel5PHZWFtX7n9OccsocmgR2W25xtSrqMvd5alQ6cTuHqU95iaYMRvHOZ4ffD0PmQlj/5/23/BkL1veq5FOSt4yqQKrJ5YipkKTarv3+j+vWaO0zuNsFyYZq3P2jwLspPNGJZvIPzqpC7Mb84ftZzxRgPi9DrcvnYCHtrc7/RceqIR+anxqM9PsQe4JoMet544AXX57jfOEk0G3L62C3/ZPhW3r52A3fJnIDXBaL/5Z2BESkRERBhDASkADNXnoqU4TfF5x+RNZ2m64lQZHrddl+MUgM5uylNsImuT62UQFACozknGocuHUeTSFHacnJV78fxp2DG7zudyeuOaaQKAjVMq0eUwgq8QQjGLaQs8/embG2nDjXm4Ncj5Hatzku19TOONeufRhV0C3d3HNGDD5EqPdaLTCRzbUWy/WZFjMeHKY63ZfINe5/R/dz1ejD5kcKOBpz7BPz6mESu6SxVfk5tixqqJzs/b5s9d7bIccB+8BxgZQKpBbs1gyzpOq3OfV9ZTMDbcmIdL5tUjM8kEi0Mmu60kDS/s8Nxn25XjDRglKQlxyLaYcdXSZuxdpzx10zkzakYdpTneqLff4MlMMnqck3fXggZct7zVLUjsrsjAnsVN6KvKxMruEpw6aSRL7TqVUk9lpv37J1hZySb0VGYiwTiSpa3Lt6C1ONU+1RARERHFtjHTh9Sbq5Y2Y3xBCmZe+Sd898NR3Lne+4ivjm5Y2Q4AWNBagFueftutuWY0ai5Kxb7//bvTsqrskQtN2yit8Ubvh8H+C4bwgyQhPdGIS+eP93m+zViQmWTC1unjRl2nJCMBhz76Crev7VLM2Dl69rxBzcz9eeqkSmzeuw8FafHoq8rCU299gg75Zs0dayfg+J8969f2jAYd7j6lG9nJZmzeu09xvfr8FDywqdc+sNX5w3XYNrPGqTm8Leu8Z3ETLl3gHgDNbszH7Eb3YDXDS7Z6RVcJfv/y+z69HxulgZOeO2/Q72y+Ul/gRJMBM8Z7zrAa9DqPN2ryFG6c2erAlxtr/ojT6/DbU30bDI2IiIjGvpgJSG0Xg/svHMJRTyN/ePDkWZMw8G9POC27cE49zpo+zu8pM9Rwy4mdeOfTbwAAZ0yrRlV2klPm44xp1chPMWO2QhPBbMvIBanjiKDL/Rg5dizqLs/ATx474JRV9qajJB2HPvrK68irL54/Dd99f9RpwKVolZlkhCU+DvNbCjBf7ne8fqAcC1sL7OWfWDmSxbtxZTsyknxrwm0bkdkbxxG2dToBk876uXRt/WDQ65AkZ5x/sboDf//mO5+2r2Tn/PHYOX98UNuwyY7S//XU2mxct7wVg7XuGWclSlMqERERESmJmYDUJt5D0z8lJRmJWD9Qgbc/GRkRU68TSDYHNi1MpFnMcajLt5bVccAdi9mAL779HuY4PVaPMkXG3KZ8xMfpMdWPC9KxatK4bNz+7N/QXJiKhsIUvHHpDL9uSlwyvx5reku9Bppq9LkNlKcsnRBC8T16akrrD083iAIxuYZzYfpCCKGYbXW1dWgcTr39RSzyMm0UERERkauYC0j9tU3u1zaWPHLGAN757Guv6wkhMFTPprmANZh6fecMezNafzPkJoPe5zlTteCkPv8G2prVEPxxVJKRiFyL2T5ydbjdv7EXCX7cwIplsxry/OqTT0RERGTDgDQG5VjMYW0Set+GHk1l+nyllT6d4eZv4LHvgmn2KY/8VZGViBfe/szeKuEZebTaSPBn6ie1jS+wOPUPJyIiItIKBqQUco2FqWoXgaKIbfAsJXOa8vHEG0c8PnfJvPEYbswP2aivY9X9G/u8r0REREQUhRiQEpGqrj7OOsfojX88BABwHG/WHKfHgJe5fCk4ZfLcxCf0lKpbECIiCivb+VUX+DTtRGHBgJSIosLyrhIc+vgrnDalUu2ixJTUBCP7fxIRxYDeSttc1DzPUnRhQEpEUSHeqMflC93nCiUiIqLgGfQ6XDIvNFOWEYWSTu0CEBERERERUWxiQEpERERERESqYEBKREREREREqmBASkRERERERKpgQEpERERERESqYEBKREREREREqmBASkRERERERKpgQEpERERERESqYEBKREREREREqmBASkRERERERKpgQEpERERERESqYEBKREREREREqmBASkRERERERKoQkiRFfqdCfATg7RBsKhPAxyHYTqxi/QWH9Rc41l1wWH/uSiRJylK7EFrGc3PUYP0Fh/UXONZdcFh/7nw6N6sSkIaKEOJ5SZLa1S6HVrH+gsP6CxzrLjisP4pmPD6Dw/oLDusvcKy74LD+Ascmu0RERERERKQKBqRERERERESkCq0HpDeoXQCNY/0Fh/UXONZdcFh/FM14fAaH9Rcc1l/gWHfBYf0FSNN9SImIiIiIiEi7tJ4hJSIiIiIiIo3SbEAqhJghhHhDCHFQCLFN7fJECyHEYSHEy0KIfUKI5+Vl6UKIR4QQB+TfafJyIYT4iVyHLwkhWh22s0pe/4AQYpVa7yfchBA/F0IcEUK84rAsZPUlhGiT/x8H5deKyL7D8FKov4uEEO/Kx+A+IcQsh+fOleviDSHEdIflHj/PQogyIcSz8vK9Qghj5N5deAkhioQQjwsh/kcI8aoQ4nR5OY8/0iyemz3judk/PDcHh+fmwPHcrBJJkjT3A0AP4C0A5QCMAPYDqFO7XNHwA+AwgEyXZT8GsE1+vA3Aj+THswA8CEAA6ALwrLw8HcAh+Xea/DhN7fcWpvrqB9AK4JVw1BeA5+R1hfzamWq/5wjU30UAtnpYt07+rJoAlMmfYf1on2cAdwJYKj++DsApar/nENZdHoBW+XEygDflOuLxxx9N/vDcPGrd8NzsX33x3Bz6+uO52be647lZhR+tZkg7ARyUJOmQJEnfAfg1gHkqlymazQNws/z4ZgDzHZbfIlk9AyBVCJEHYDqARyRJ+lSSpM8APAJgRqQLHQmSJP0RwKcui0NSX/JzFkmSnpGs30C3OGxrTFCoPyXzAPxakqR/SpL0VwAHYf0se/w8y3cMpwC4S3694/9C8yRJel+SpBflx/8A8BqAAvD4I+3iudk/PDcr4Lk5ODw3B47nZnVoNSAtAPC/Dn+/Iy8jQALwsBDiBSHEyfKyHEmS3pcffwAgR36sVI+xXr+hqq8C+bHr8liwQW668nNbsxb4X38ZAP4uSdL3LsvHHCFEKYAWAM+Cxx9pV6yfO0bDc3Pw+N0YPJ6b/cBzc+RoNSAlZb2SJLUCmAngNCFEv+OT8t0YDq3sI9ZXQK4FUAGgGcD7AK5QtzjRTQiRBOBuAJslSfrC8Tkef0RjBs/NIcT6CgjPzX7guTmytBqQvgugyOHvQnlZzJMk6V359xEA98Da5OJDuYkA5N9H5NWV6jHW6zdU9fWu/Nh1+ZgmSdKHkiT9IEnSUQA3wnoMAv7X3yewNn0xuCwfM4QQcbCe8G6XJOm38mIef6RVsX7uUMRzc0jwuzEIPDf7jufmyNNqQPoXAFXyKF9GAEsB3KdymVQnhEgUQiTbHgMYAvAKrHVjG91rFYB75cf3AVgpjxDWBeBzuTnCQwCGhBBpcpOOIXlZrAhJfcnPfSGE6JL7XKx02NaYZfvCli2A9RgErPW3VAhhEkKUAaiCtWO/x8+zfAfycQCL5Nc7/i80Tz4mbgLwmiRJ/+7wFI8/0iqemz3guTlk+N0YBJ6bfcNzs0qkKBhZKZAfWEe1ehPWEcC2q12eaPiBdSS0/fLPq7Z6gbW9/2MADgB4FEC6vFwAuEauw5cBtDts6wRYO7YfBLBG7fcWxjr7FaxNV/4Fazv+E0NZXwDaYf3SfwvAfwIQar/nCNTfrXL9vATrF3Wew/rb5bp4Aw6jyil9nuVj+jm5Xn8DwKT2ew5h3fXC2uTnJQD75J9ZPP74o+Ufnps91gnPzf7XGc/Noa8/npt9qzuem1X4EXLFEBEREREREUWUVpvsEhERERERkcYxICUiIiIiIiJVMCAlIiIiIiIiVTAgJSIiIiIiIlUwICUiIiIiIiJVMCAlIiIiIiIiVTAgJSIiIiIiIlUwICUiIiIiIiJV/B/jJcgZNFpclAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sensor(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
